Memory Recall

Surface what the user already knows from their vault before answering from training data. The vault is the source of truth for personal decisions, accumulated learnings, and prior context.

Recall is index-first (Karpathy's LLM-wiki principle). Read the catalog (index.md) first to find relevant pages, then drill into those pages. qmd is a search accelerator used only when the index alone is not enough. This is faithful to the wiki pattern and works better than blind semantic retrieval at this scale.

If $ARGUMENTS is provided (e.g. /memory-recall what do I know about useEffect), that string is the topic. Otherwise infer the topic from the conversation.

Tool roles (the hybrid)